Section II: 6. Answer: Streaming reads process data incrementally without loading entire files into memory, allowing downstream processing to start sooner and keeping memory footprint constant; reduces I/O wait by pipelining. (Any equivalent 3–4 sentence explanation.) 7. Answer: Use statistical tests and deterministic seeds; run multiple trials, compare estimators to exact results on smaller datasets, compute confidence intervals and error bounds, and assert acceptable error rates. 8. Answer (two pitfalls): Stale data — mitigate with TTLs/validation or cache invalidation hooks; inconsistent state across clients — mitigate with versioned resources or ETags and conditional requests.
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As the foursome approached the final hole, the score was neck and neck. Cale, determined to emerge victorious, focused all his energy on the shot. With a satisfying "crack," the ball soared through the air, landing with a soft thud on the green. Section II: 6
By proactively addressing these issues, the quartet safeguards its longevity and creative freedom. Answer: Use statistical tests and deterministic seeds; run